{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-27T13:21:29.877935Z",
     "start_time": "2019-05-27T13:21:22.386975Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import tushare as ts \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-27T13:21:31.123823Z",
     "start_time": "2019-05-27T13:21:31.014188Z"
    }
   },
   "outputs": [],
   "source": [
    "#使用之前先输入token，可以从个人主页上复制出来，每次调用数据需要先运行该命令\n",
    "token='e0eeb08befd1f07516df2cbf9cbd58663f77fd72f92a04f290291c9d'\n",
    "ts.set_token(token)\n",
    "pro=ts.pro_api()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-27T13:21:33.005180Z",
     "start_time": "2019-05-27T13:21:32.410696Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3610\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
       "      <th>area</th>\n",
       "      <th>industry</th>\n",
       "      <th>list_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>深圳</td>\n",
       "      <td>银行</td>\n",
       "      <td>19910403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>000002</td>\n",
       "      <td>万科A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>19910129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004.SZ</td>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>深圳</td>\n",
       "      <td>生物制药</td>\n",
       "      <td>19910114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005.SZ</td>\n",
       "      <td>000005</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>深圳</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>19901210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006.SZ</td>\n",
       "      <td>000006</td>\n",
       "      <td>深振业A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>19920427</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ts_code  symbol  name area industry list_date\n",
       "0  000001.SZ  000001  平安银行   深圳       银行  19910403\n",
       "1  000002.SZ  000002   万科A   深圳     全国地产  19910129\n",
       "2  000004.SZ  000004  国农科技   深圳     生物制药  19910114\n",
       "3  000005.SZ  000005  世纪星源   深圳     环境保护  19901210\n",
       "4  000006.SZ  000006  深振业A   深圳     区域地产  19920427"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pro.stock_basic(exchange='', list_status='L', fields='ts_code,symbol,name,area,industry,list_date')\n",
    "print(len(df))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T12:54:47.385790Z",
     "start_time": "2019-03-19T12:54:47.372825Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3024"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#排除掉新股次新股，这里是只考虑2017年1月1日以前上市的股票\n",
    "df=df[df['list_date'].apply(int).values<20170101]\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T12:54:51.273680Z",
     "start_time": "2019-03-19T12:54:51.268690Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取当前所有非新股次新股代码和名称\n",
    "codes=df.ts_code.values\n",
    "names=df.name.values\n",
    "#构建一个字典方便调用\n",
    "code_name=dict(zip(names,codes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T12:55:16.258423Z",
     "start_time": "2019-03-19T12:55:16.253433Z"
    }
   },
   "outputs": [],
   "source": [
    "#使用tushare获取上述股票周价格数据并转换为周收益率\n",
    "#设定默认起始日期为2018年1月5日，结束日期为2019年3月15日\n",
    "#日期可以根据需要自己改动\n",
    "def get_data(code,start='20180101', end='20190319'):\n",
    "    df=pro.daily(ts_code=code, start_date=start, end_date=end,fields='trade_date,close')\n",
    "    #将交易日期设置为索引值\n",
    "    df.index=pd.to_datetime(df.trade_date)\n",
    "    df=df.sort_index()\n",
    "    #计算收益率\n",
    "    return df.close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:12:51.531937Z",
     "start_time": "2019-03-19T13:04:52.771269Z"
    }
   },
   "outputs": [],
   "source": [
    "#构建一个空的dataframe用来装数据\n",
    "data=pd.DataFrame()\n",
    "for name,code in code_name.items():\n",
    "    data[name]=get_data(code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T11:40:28.443708Z",
     "start_time": "2019-03-20T11:40:27.204023Z"
    }
   },
   "outputs": [],
   "source": [
    "data.to_csv('daily_data.csv',encoding='gbk')\n",
    "#data=pd.read_csv('stock_data.csv',encoding='gbk',index_col='trade_date')\n",
    "#data.index=(pd.to_datetime(data.index)).strftime('%Y%m%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:14:52.955212Z",
     "start_time": "2019-03-19T13:14:52.926297Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平安银行</th>\n",
       "      <th>万科A</th>\n",
       "      <th>国农科技</th>\n",
       "      <th>世纪星源</th>\n",
       "      <th>深振业A</th>\n",
       "      <th>全新好</th>\n",
       "      <th>神州高铁</th>\n",
       "      <th>中国宝安</th>\n",
       "      <th>美丽生态</th>\n",
       "      <th>深物业A</th>\n",
       "      <th>...</th>\n",
       "      <th>兆易创新</th>\n",
       "      <th>康德莱</th>\n",
       "      <th>中电电机</th>\n",
       "      <th>艾华集团</th>\n",
       "      <th>麦迪科技</th>\n",
       "      <th>洛阳钼业</th>\n",
       "      <th>中新科技</th>\n",
       "      <th>继峰股份</th>\n",
       "      <th>方盛制药</th>\n",
       "      <th>读者传媒</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>13.70</td>\n",
       "      <td>32.56</td>\n",
       "      <td>22.34</td>\n",
       "      <td>4.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.77</td>\n",
       "      <td>7.32</td>\n",
       "      <td>5.48</td>\n",
       "      <td>17.08</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.17</td>\n",
       "      <td>50.11</td>\n",
       "      <td>38.21</td>\n",
       "      <td>36.36</td>\n",
       "      <td>6.94</td>\n",
       "      <td>18.29</td>\n",
       "      <td>11.33</td>\n",
       "      <td>11.13</td>\n",
       "      <td>7.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>13.33</td>\n",
       "      <td>32.33</td>\n",
       "      <td>23.80</td>\n",
       "      <td>4.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.75</td>\n",
       "      <td>7.42</td>\n",
       "      <td>5.53</td>\n",
       "      <td>17.14</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.18</td>\n",
       "      <td>51.30</td>\n",
       "      <td>38.81</td>\n",
       "      <td>36.48</td>\n",
       "      <td>7.05</td>\n",
       "      <td>18.29</td>\n",
       "      <td>11.37</td>\n",
       "      <td>11.20</td>\n",
       "      <td>7.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>13.25</td>\n",
       "      <td>33.12</td>\n",
       "      <td>23.24</td>\n",
       "      <td>4.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.68</td>\n",
       "      <td>7.64</td>\n",
       "      <td>5.48</td>\n",
       "      <td>17.15</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.29</td>\n",
       "      <td>51.22</td>\n",
       "      <td>38.86</td>\n",
       "      <td>36.54</td>\n",
       "      <td>7.23</td>\n",
       "      <td>18.18</td>\n",
       "      <td>11.30</td>\n",
       "      <td>11.70</td>\n",
       "      <td>7.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>13.30</td>\n",
       "      <td>34.76</td>\n",
       "      <td>23.18</td>\n",
       "      <td>4.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.55</td>\n",
       "      <td>7.55</td>\n",
       "      <td>5.64</td>\n",
       "      <td>17.95</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.15</td>\n",
       "      <td>50.60</td>\n",
       "      <td>38.53</td>\n",
       "      <td>37.12</td>\n",
       "      <td>7.16</td>\n",
       "      <td>18.15</td>\n",
       "      <td>11.22</td>\n",
       "      <td>11.55</td>\n",
       "      <td>7.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-08</th>\n",
       "      <td>12.96</td>\n",
       "      <td>35.99</td>\n",
       "      <td>22.84</td>\n",
       "      <td>4.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.47</td>\n",
       "      <td>7.52</td>\n",
       "      <td>6.20</td>\n",
       "      <td>17.88</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.99</td>\n",
       "      <td>49.56</td>\n",
       "      <td>38.87</td>\n",
       "      <td>38.83</td>\n",
       "      <td>7.30</td>\n",
       "      <td>17.88</td>\n",
       "      <td>11.04</td>\n",
       "      <td>11.66</td>\n",
       "      <td>7.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3024 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             平安银行    万科A   国农科技  世纪星源  深振业A  全新好  神州高铁  中国宝安  美丽生态   深物业A  \\\n",
       "trade_date                                                                  \n",
       "2018-01-02  13.70  32.56  22.34  4.32   NaN  NaN  8.77  7.32  5.48  17.08   \n",
       "2018-01-03  13.33  32.33  23.80  4.27   NaN  NaN  8.75  7.42  5.53  17.14   \n",
       "2018-01-04  13.25  33.12  23.24  4.29   NaN  NaN  8.68  7.64  5.48  17.15   \n",
       "2018-01-05  13.30  34.76  23.18  4.34   NaN  NaN  8.55  7.55  5.64  17.95   \n",
       "2018-01-08  12.96  35.99  22.84  4.37   NaN  NaN  8.47  7.52  6.20  17.88   \n",
       "\n",
       "            ...   兆易创新    康德莱   中电电机   艾华集团   麦迪科技  洛阳钼业   中新科技   继峰股份   方盛制药  \\\n",
       "trade_date  ...                                                                 \n",
       "2018-01-02  ...    NaN  12.17  50.11  38.21  36.36  6.94  18.29  11.33  11.13   \n",
       "2018-01-03  ...    NaN  12.18  51.30  38.81  36.48  7.05  18.29  11.37  11.20   \n",
       "2018-01-04  ...    NaN  12.29  51.22  38.86  36.54  7.23  18.18  11.30  11.70   \n",
       "2018-01-05  ...    NaN  12.15  50.60  38.53  37.12  7.16  18.15  11.22  11.55   \n",
       "2018-01-08  ...    NaN  11.99  49.56  38.87  38.83  7.30  17.88  11.04  11.66   \n",
       "\n",
       "            读者传媒  \n",
       "trade_date        \n",
       "2018-01-02  7.79  \n",
       "2018-01-03  7.81  \n",
       "2018-01-04  7.76  \n",
       "2018-01-05  7.81  \n",
       "2018-01-08  7.75  \n",
       "\n",
       "[5 rows x 3024 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:15:01.022346Z",
     "start_time": "2019-03-19T13:15:01.018348Z"
    }
   },
   "outputs": [],
   "source": [
    "#计算收益率\n",
    "def cal_ret(df,w=5):\n",
    "    '''w:周5;月20;半年：120; 一年250\n",
    "    '''\n",
    "    df=df/df.shift(w)-1\n",
    "    return df.iloc[w:,:].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:15:26.064007Z",
     "start_time": "2019-03-19T13:15:25.268135Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平安银行</th>\n",
       "      <th>万科A</th>\n",
       "      <th>国农科技</th>\n",
       "      <th>世纪星源</th>\n",
       "      <th>深振业A</th>\n",
       "      <th>全新好</th>\n",
       "      <th>神州高铁</th>\n",
       "      <th>中国宝安</th>\n",
       "      <th>美丽生态</th>\n",
       "      <th>深物业A</th>\n",
       "      <th>...</th>\n",
       "      <th>兆易创新</th>\n",
       "      <th>康德莱</th>\n",
       "      <th>中电电机</th>\n",
       "      <th>艾华集团</th>\n",
       "      <th>麦迪科技</th>\n",
       "      <th>洛阳钼业</th>\n",
       "      <th>中新科技</th>\n",
       "      <th>继峰股份</th>\n",
       "      <th>方盛制药</th>\n",
       "      <th>读者传媒</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-07-03</th>\n",
       "      <td>-0.367153</td>\n",
       "      <td>-0.280713</td>\n",
       "      <td>-0.133841</td>\n",
       "      <td>-0.321759</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>-0.279197</td>\n",
       "      <td>-0.388759</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.152835</td>\n",
       "      <td>-0.701257</td>\n",
       "      <td>-0.439937</td>\n",
       "      <td>-0.075908</td>\n",
       "      <td>-0.113833</td>\n",
       "      <td>-0.357572</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.234501</td>\n",
       "      <td>-0.236200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-04</th>\n",
       "      <td>-0.354089</td>\n",
       "      <td>-0.288586</td>\n",
       "      <td>-0.192857</td>\n",
       "      <td>-0.313817</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.354447</td>\n",
       "      <td>-0.282098</td>\n",
       "      <td>-0.368728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.169130</td>\n",
       "      <td>-0.725536</td>\n",
       "      <td>-0.451688</td>\n",
       "      <td>-0.089090</td>\n",
       "      <td>-0.143262</td>\n",
       "      <td>-0.351558</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.256250</td>\n",
       "      <td>-0.247119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-05</th>\n",
       "      <td>-0.350943</td>\n",
       "      <td>-0.304046</td>\n",
       "      <td>-0.179002</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.382199</td>\n",
       "      <td>-0.293796</td>\n",
       "      <td>-0.409913</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.196094</td>\n",
       "      <td>-0.731160</td>\n",
       "      <td>-0.496655</td>\n",
       "      <td>-0.095785</td>\n",
       "      <td>-0.224066</td>\n",
       "      <td>-0.409241</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.351282</td>\n",
       "      <td>-0.264175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-06</th>\n",
       "      <td>-0.348872</td>\n",
       "      <td>-0.332278</td>\n",
       "      <td>-0.178602</td>\n",
       "      <td>-0.338710</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.374834</td>\n",
       "      <td>-0.297872</td>\n",
       "      <td>-0.433426</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.177778</td>\n",
       "      <td>-0.730435</td>\n",
       "      <td>-0.491305</td>\n",
       "      <td>-0.107220</td>\n",
       "      <td>-0.210894</td>\n",
       "      <td>-0.389532</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.355844</td>\n",
       "      <td>-0.280410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-09</th>\n",
       "      <td>-0.303241</td>\n",
       "      <td>-0.332870</td>\n",
       "      <td>-0.175131</td>\n",
       "      <td>-0.336384</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.353723</td>\n",
       "      <td>-0.351613</td>\n",
       "      <td>-0.425615</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.100083</td>\n",
       "      <td>-0.711864</td>\n",
       "      <td>-0.471572</td>\n",
       "      <td>-0.137007</td>\n",
       "      <td>-0.204110</td>\n",
       "      <td>-0.359620</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.298456</td>\n",
       "      <td>-0.258065</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3024 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                平安银行       万科A      国农科技      世纪星源  深振业A  全新好  神州高铁      中国宝安  \\\n",
       "trade_date                                                                      \n",
       "2018-07-03 -0.367153 -0.280713 -0.133841 -0.321759   0.0  0.0   0.0 -0.333333   \n",
       "2018-07-04 -0.354089 -0.288586 -0.192857 -0.313817   0.0  0.0   0.0 -0.354447   \n",
       "2018-07-05 -0.350943 -0.304046 -0.179002 -0.333333   0.0  0.0   0.0 -0.382199   \n",
       "2018-07-06 -0.348872 -0.332278 -0.178602 -0.338710   0.0  0.0   0.0 -0.374834   \n",
       "2018-07-09 -0.303241 -0.332870 -0.175131 -0.336384   0.0  0.0   0.0 -0.353723   \n",
       "\n",
       "                美丽生态      深物业A    ...     兆易创新       康德莱      中电电机      艾华集团  \\\n",
       "trade_date                        ...                                          \n",
       "2018-07-03 -0.279197 -0.388759    ...      0.0 -0.152835 -0.701257 -0.439937   \n",
       "2018-07-04 -0.282098 -0.368728    ...      0.0 -0.169130 -0.725536 -0.451688   \n",
       "2018-07-05 -0.293796 -0.409913    ...      0.0 -0.196094 -0.731160 -0.496655   \n",
       "2018-07-06 -0.297872 -0.433426    ...      0.0 -0.177778 -0.730435 -0.491305   \n",
       "2018-07-09 -0.351613 -0.425615    ...      0.0 -0.100083 -0.711864 -0.471572   \n",
       "\n",
       "                麦迪科技      洛阳钼业      中新科技  继峰股份      方盛制药      读者传媒  \n",
       "trade_date                                                          \n",
       "2018-07-03 -0.075908 -0.113833 -0.357572   0.0 -0.234501 -0.236200  \n",
       "2018-07-04 -0.089090 -0.143262 -0.351558   0.0 -0.256250 -0.247119  \n",
       "2018-07-05 -0.095785 -0.224066 -0.409241   0.0 -0.351282 -0.264175  \n",
       "2018-07-06 -0.107220 -0.210894 -0.389532   0.0 -0.355844 -0.280410  \n",
       "2018-07-09 -0.137007 -0.204110 -0.359620   0.0 -0.298456 -0.258065  \n",
       "\n",
       "[5 rows x 3024 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ret120=cal_ret(data,w=120)\n",
    "ret120.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:15:34.746584Z",
     "start_time": "2019-03-19T13:15:34.734614Z"
    }
   },
   "outputs": [],
   "source": [
    "#计算RPS\n",
    "def get_RPS(ser):\n",
    "    df=pd.DataFrame(ser.sort_values(ascending=False))\n",
    "    df['n']=range(1,len(df)+1)\n",
    "    df['rps']=(1-df['n']/len(df))*100\n",
    "    return df\n",
    "#计算每个交易日所有股票滚动w日的RPS\n",
    "def all_RPS(data):\n",
    "    dates=(data.index).strftime('%Y%m%d')\n",
    "    RPS={}\n",
    "    for i in range(len(data)):\n",
    "        RPS[dates[i]]=pd.DataFrame(get_RPS(data.iloc[i]).values,columns=['收益率','排名','RPS'],index=get_RPS(data.iloc[i]).index)  \n",
    "    return RPS  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:15:49.363143Z",
     "start_time": "2019-03-19T13:15:46.266317Z"
    }
   },
   "outputs": [],
   "source": [
    "rps120=all_RPS(ret120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:58:59.311274Z",
     "start_time": "2019-03-19T13:58:59.289334Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "49 245 1035 1221 360\n"
     ]
    }
   ],
   "source": [
    "#查看2019年3月19日情况\n",
    "df1=rps120['20190319']\n",
    "#收益率大于1（100%）股票个数\n",
    "c1=df1['收益率']>1.0\n",
    "c2=df1['收益率']<1.0\n",
    "c3=df1['收益率']>0.5\n",
    "c4=df1['收益率']<0.5\n",
    "c5=df1['收益率']>0.2\n",
    "c6=df1['收益率']<0.2\n",
    "c7=df1['收益率']>0.0\n",
    "c8=df1['收益率']<0.0\n",
    "\n",
    "c23=c2&c3\n",
    "c34=c3&c4\n",
    "c45=c4&c5\n",
    "c56=c5&c6\n",
    "c67=c6&c7\n",
    "\n",
    "n1=df1[c1]['收益率'].count()\n",
    "#收益率小于1（100%）大于0.5（50%）股票个数\n",
    "n2=df1[c23]['收益率'].count()\n",
    "n3=df1[c45]['收益率'].count()\n",
    "n4=df1[c67]['收益率'].count()\n",
    "n5=df1[c8]['收益率'].count()\n",
    "print(n1,n2,n3,n4,n5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T14:03:24.723868Z",
     "start_time": "2019-03-19T14:03:24.709905Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"7aaead23d5914a2baa4dd56c3920a8d9\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_7aaead23d5914a2baa4dd56c3920a8d9 = echarts.init(document.getElementById('7aaead23d5914a2baa4dd56c3920a8d9'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_7aaead23d5914a2baa4dd56c3920a8d9 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 6083596,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6536\\u76ca\\u7387\\u8d85\\u8fc7100%\",\n",
       "                    \"value\": 49.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6536\\u76ca\\u738750%-100%\",\n",
       "                    \"value\": 245.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6536\\u76ca\\u738720%-50%\",\n",
       "                    \"value\": 1035.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6536\\u76ca\\u73870%-20%\",\n",
       "                    \"value\": 1221.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6536\\u76ca\\u7387\\u4e3a\\u8d1f\",\n",
       "                    \"value\": 360.0\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"outside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                }\n",
       "            },\n",
       "            \"seriesId\": 6083596\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u6536\\u76ca\\u7387\\u8d85\\u8fc7100%\",\n",
       "                \"\\u6536\\u76ca\\u738750%-100%\",\n",
       "                \"\\u6536\\u76ca\\u738720%-50%\",\n",
       "                \"\\u6536\\u76ca\\u73870%-20%\",\n",
       "                \"\\u6536\\u76ca\\u7387\\u4e3a\\u8d1f\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_7aaead23d5914a2baa4dd56c3920a8d9.setOption(option_7aaead23d5914a2baa4dd56c3920a8d9);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.pie.Pie at 0x12ce7fed400>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Pie\n",
    "attr = ['收益率超过100%','收益率50%-100%','收益率20%-50%','收益率0%-20%','收益率为负']\n",
    "v1 = [n1,n2,n3,n4,n5]\n",
    "pie = Pie('')\n",
    "pie.add('',attr,v1,is_label_show = True)\n",
    "pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T14:32:23.185220Z",
     "start_time": "2019-03-19T14:32:22.861051Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(rps120['20190319']['排名'],rps120['20190319']['收益率'],color='r',linewidth=4)\n",
    "plt.title('120日以来A股涨幅排名',fontsize=15)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "# 将右边 上边的两条边颜色设置为空 其实就相当于抹掉这两条边\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "\n",
    "plt.annotate(f'收益率超过100%：{n1}家',\n",
    "   xy=(n1,3.5),xytext=(n1+10,4.5), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=13)\n",
    "\n",
    "plt.annotate(f'收益率50%-100%：{n2}家',\n",
    "   xy=(n2,0.5),xytext=(n2+20,2), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=13)\n",
    "\n",
    "plt.annotate(f'收益率20%-50%：{n3}家',\n",
    "   xy=(n3,0.2),xytext=(n3+100,1.8), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=13)\n",
    "\n",
    "plt.annotate(f'收益率0%-20%：{n4}家',\n",
    "   xy=(2000,0),xytext=(2200,1.5), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=13)\n",
    "\n",
    "plt.annotate(f'收益率为负：{n5}家',\n",
    "   xy=(3000,-0.5),xytext=(2800,1), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=13)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T23:47:15.165262Z",
     "start_time": "2019-03-19T23:47:13.701894Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取数据函数\n",
    "import tushare as ts\n",
    "def get_index(code,start_date='2015-09-1'):\n",
    "    df=ts.get_k_data(code,start_date)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    return df.close\n",
    "indexs={'sh':'上证综指','sz':'深证综指','hs300':'沪深300','sz50':'上证50','zxb':'中小板','cyb':'创业板'}\n",
    "df_index=pd.DataFrame()\n",
    "for code,name in indexs.items():\n",
    "    df_index[name]=get_index(code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T00:04:28.750069Z",
     "start_time": "2019-03-20T00:04:28.741094Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_index(data,day):\n",
    "    ret=(data/data.shift(day)-1)[day:]\n",
    "    ret.plot(figsize=(16,6))\n",
    "    plt.legend(loc=2)\n",
    "    plt.title(f'A股指数{day}日收益率',fontsize=15)\n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T00:04:29.682927Z",
     "start_time": "2019-03-20T00:04:29.325882Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_index(df_index,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T00:00:28.555220Z",
     "start_time": "2019-03-20T00:00:28.224076Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_index(df_index,60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T00:00:43.095259Z",
     "start_time": "2019-03-20T00:00:42.749184Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_index(df_index,120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-20T00:06:57.075451Z",
     "start_time": "2019-03-20T00:06:57.063511Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "上证综指     0.150526\n",
       "深证综指     0.205295\n",
       "沪深300    0.184575\n",
       "上证50     0.162128\n",
       "中小板      0.144443\n",
       "创业板      0.228272\n",
       "Name: 2019-03-19 00:00:00, dtype: float64"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df_index/df_index.shift(120)-1)[120:].iloc[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T13:36:07.055102Z",
     "start_time": "2019-03-19T13:36:07.033159Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"39b1fc1dbe124089a4fed3f527636b24\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_39b1fc1dbe124089a4fed3f527636b24 = echarts.init(document.getElementById('39b1fc1dbe124089a4fed3f527636b24'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_39b1fc1dbe124089a4fed3f527636b24 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"120\\u65e5\\u4ee5\\u6765\\u6da8\\u5e45\\u6392\\u540d\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 4294504,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                512.0,\n",
       "                366.0,\n",
       "                312.0,\n",
       "                298.0,\n",
       "                263.0,\n",
       "                210.0,\n",
       "                210.0,\n",
       "                210.0,\n",
       "                189.0,\n",
       "                187.0\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"black\",\n",
       "                        \"fontSize\": 13\n",
       "                    },\n",
       "                    \"formatter\": \"{c}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 4294504\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u4e1c\\u65b9\\u901a\\u4fe1\",\n",
       "                \"\\u6b63\\u90a6\\u79d1\\u6280\",\n",
       "                \"\\u5929\\u90a6\\u80a1\\u4efd\",\n",
       "                \"\\u5e02\\u5317\\u9ad8\\u65b0\",\n",
       "                \"\\u4eba\\u6c11\\u7f51\",\n",
       "                \"\\u5927\\u667a\\u6167\",\n",
       "                \"*ST\\u51e1\\u8c37\",\n",
       "                \"\\u5510\\u4eba\\u795e\",\n",
       "                \"\\u9f99\\u6d25\\u836f\\u4e1a\",\n",
       "                \"*ST\\u6bc5\\u8fbe\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#ac6767\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#546570\",\n",
       "        \"#6d8346\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#918597\",\n",
       "        \"#c23531\",\n",
       "        \"#f47920\",\n",
       "        \"#6950a1\",\n",
       "        \"#2a5caa\",\n",
       "        \"#1d953f\",\n",
       "        \"#6e7074\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#f05b72\",\n",
       "        \"#f6f5ec\",\n",
       "        \"#444693\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#c4ccd3\"\n",
       "    ]\n",
       "};\n",
       "myChart_39b1fc1dbe124089a4fed3f527636b24.setOption(option_39b1fc1dbe124089a4fed3f527636b24);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x12ce7b02278>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "attr = rps120['20190319'][:10].index\n",
    "v1 = (rps120['20190319'][:10]['收益率'].values).round(2)*100\n",
    "\n",
    "bar = Bar(\"120日以来涨幅前10名\",title_text_size=15,title_pos='center')\n",
    "bar.add(\"\", attr, v1, is_label_show=True,is_splitline_show=False,\n",
    "       label_formatter='{c}%',is_yaxis_show=False,label_text_size=13,\n",
    "       is_random=True,label_text_color='black')\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T14:46:36.087237Z",
     "start_time": "2019-03-19T14:46:36.067322Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"089f76f2c1f0409e8faa8e0f557f5018\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_089f76f2c1f0409e8faa8e0f557f5018 = echarts.init(document.getElementById('089f76f2c1f0409e8faa8e0f557f5018'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_089f76f2c1f0409e8faa8e0f557f5018 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"120\\u65e5\\u4ee5\\u6765\\u6da8\\u5e45\\u540e10\\u540d\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5393718,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                58.56,\n",
       "                56.8,\n",
       "                50.56,\n",
       "                48.51,\n",
       "                48.34,\n",
       "                47.52,\n",
       "                47.43,\n",
       "                46.47,\n",
       "                45.23,\n",
       "                44.84\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"black\",\n",
       "                        \"fontSize\": 13\n",
       "                    },\n",
       "                    \"formatter\": \"-{c}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5393718\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u534e\\u4e1a\\u8d44\\u672c\",\n",
       "                \"\\u5409\\u827e\\u79d1\\u6280\",\n",
       "                \"ST\\u4e2d\\u5357\",\n",
       "                \"\\u601d\\u7f8e\\u4f20\\u5a92\",\n",
       "                \"\\u91d1\\u77f3\\u4e1c\\u65b9\",\n",
       "                \"\\u65e5\\u673a\\u5bc6\\u5c01\",\n",
       "                \"\\u7f8e\\u76db\\u6587\\u5316\",\n",
       "                \"\\u5eb7\\u7f8e\\u836f\\u4e1a\",\n",
       "                \"\\u4e09\\u8054\\u8679\\u666e\",\n",
       "                \"\\u7687\\u5ead\\u56fd\\u9645\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#546570\",\n",
       "        \"#f6f5ec\",\n",
       "        \"#6e7074\",\n",
       "        \"#ca8622\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#b2d235\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#fab27b\",\n",
       "        \"#61a0a8\",\n",
       "        \"#918597\",\n",
       "        \"#2f4554\",\n",
       "        \"#f05b72\",\n",
       "        \"#905a3d\",\n",
       "        \"#bda29a\",\n",
       "        \"#1d953f\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#2a5caa\",\n",
       "        \"#6950a1\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#f47920\",\n",
       "        \"#c23531\"\n",
       "    ]\n",
       "};\n",
       "myChart_089f76f2c1f0409e8faa8e0f557f5018.setOption(option_089f76f2c1f0409e8faa8e0f557f5018);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x12cea118cf8>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "attr = df1['收益率'].sort_values().index[:10]\n",
    "v=-(df1['收益率'].sort_values().values[:10])\n",
    "v=[round(x*100,2) for x in v]\n",
    "\n",
    "bar = Bar(\"120日以来涨幅后10名\",title_text_size=15,title_pos='center')\n",
    "bar.add(\"\", attr,v, is_label_show=True,is_splitline_show=False,\n",
    "       label_formatter='-{c}%',is_yaxis_show=False,label_text_size=13,\n",
    "       is_random=True,label_text_color='black')\n",
    "\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:13:37.350050Z",
     "start_time": "2019-03-19T15:13:37.343067Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取所有股票在某个期间的RPS值\n",
    "def all_data(rps,ret):\n",
    "    df=pd.DataFrame(np.NaN,columns=ret.columns,index=ret.index)\n",
    "    for date in ret.index:\n",
    "        date=date.strftime('%Y%m%d')\n",
    "        d=rps[date]\n",
    "        for c in d.index:\n",
    "            df.loc[date,c]=d.loc[c,'RPS']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:21:05.466731Z",
     "start_time": "2019-03-19T15:21:05.459715Z"
    }
   },
   "outputs": [],
   "source": [
    "#构建一个以前面收益率为基础的空表\n",
    "df_new=pd.DataFrame(np.NaN,columns=ret120.columns,index=ret120.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:34:51.033166Z",
     "start_time": "2019-03-19T15:23:14.711869Z"
    }
   },
   "outputs": [],
   "source": [
    "for date in df_new.index:\n",
    "    date=date.strftime('%Y%m%d')\n",
    "    d=rps120[date]\n",
    "    for c in d.index:\n",
    "        df_new.loc[date,c]=d.loc[c,'RPS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:36:58.278631Z",
     "start_time": "2019-03-19T15:36:58.251697Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平安银行</th>\n",
       "      <th>万科A</th>\n",
       "      <th>国农科技</th>\n",
       "      <th>世纪星源</th>\n",
       "      <th>深振业A</th>\n",
       "      <th>全新好</th>\n",
       "      <th>神州高铁</th>\n",
       "      <th>中国宝安</th>\n",
       "      <th>美丽生态</th>\n",
       "      <th>深物业A</th>\n",
       "      <th>...</th>\n",
       "      <th>兆易创新</th>\n",
       "      <th>康德莱</th>\n",
       "      <th>中电电机</th>\n",
       "      <th>艾华集团</th>\n",
       "      <th>麦迪科技</th>\n",
       "      <th>洛阳钼业</th>\n",
       "      <th>中新科技</th>\n",
       "      <th>继峰股份</th>\n",
       "      <th>方盛制药</th>\n",
       "      <th>读者传媒</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-07-03</th>\n",
       "      <td>19.146825</td>\n",
       "      <td>36.607143</td>\n",
       "      <td>66.898148</td>\n",
       "      <td>27.182540</td>\n",
       "      <td>80.092593</td>\n",
       "      <td>79.761905</td>\n",
       "      <td>80.687831</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>37.235450</td>\n",
       "      <td>15.773810</td>\n",
       "      <td>...</td>\n",
       "      <td>79.695767</td>\n",
       "      <td>63.690476</td>\n",
       "      <td>0.165344</td>\n",
       "      <td>9.953704</td>\n",
       "      <td>74.041005</td>\n",
       "      <td>69.411376</td>\n",
       "      <td>20.469577</td>\n",
       "      <td>79.794974</td>\n",
       "      <td>48.247354</td>\n",
       "      <td>47.685185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-04</th>\n",
       "      <td>25.033069</td>\n",
       "      <td>39.583333</td>\n",
       "      <td>60.978836</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>86.574074</td>\n",
       "      <td>86.474868</td>\n",
       "      <td>86.210317</td>\n",
       "      <td>24.966931</td>\n",
       "      <td>41.335979</td>\n",
       "      <td>22.023810</td>\n",
       "      <td>...</td>\n",
       "      <td>87.169312</td>\n",
       "      <td>64.947090</td>\n",
       "      <td>0.132275</td>\n",
       "      <td>10.251323</td>\n",
       "      <td>75.132275</td>\n",
       "      <td>68.551587</td>\n",
       "      <td>25.429894</td>\n",
       "      <td>86.838624</td>\n",
       "      <td>47.850529</td>\n",
       "      <td>50.231481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-05</th>\n",
       "      <td>29.398148</td>\n",
       "      <td>41.898148</td>\n",
       "      <td>67.162698</td>\n",
       "      <td>34.027778</td>\n",
       "      <td>84.424603</td>\n",
       "      <td>85.052910</td>\n",
       "      <td>84.953704</td>\n",
       "      <td>23.478836</td>\n",
       "      <td>44.444444</td>\n",
       "      <td>18.253968</td>\n",
       "      <td>...</td>\n",
       "      <td>83.796296</td>\n",
       "      <td>64.847884</td>\n",
       "      <td>0.132275</td>\n",
       "      <td>7.870370</td>\n",
       "      <td>76.421958</td>\n",
       "      <td>59.457672</td>\n",
       "      <td>18.452381</td>\n",
       "      <td>84.193122</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>51.091270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-06</th>\n",
       "      <td>30.059524</td>\n",
       "      <td>34.060847</td>\n",
       "      <td>67.394180</td>\n",
       "      <td>32.308201</td>\n",
       "      <td>85.152116</td>\n",
       "      <td>85.218254</td>\n",
       "      <td>85.350529</td>\n",
       "      <td>24.173280</td>\n",
       "      <td>42.857143</td>\n",
       "      <td>14.517196</td>\n",
       "      <td>...</td>\n",
       "      <td>85.052910</td>\n",
       "      <td>67.559524</td>\n",
       "      <td>0.165344</td>\n",
       "      <td>8.134921</td>\n",
       "      <td>75.628307</td>\n",
       "      <td>62.235450</td>\n",
       "      <td>21.263228</td>\n",
       "      <td>84.887566</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>46.726190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-09</th>\n",
       "      <td>37.665344</td>\n",
       "      <td>30.753968</td>\n",
       "      <td>65.112434</td>\n",
       "      <td>30.059524</td>\n",
       "      <td>81.250000</td>\n",
       "      <td>81.712963</td>\n",
       "      <td>81.349206</td>\n",
       "      <td>26.124339</td>\n",
       "      <td>26.554233</td>\n",
       "      <td>14.219577</td>\n",
       "      <td>...</td>\n",
       "      <td>81.415344</td>\n",
       "      <td>74.570106</td>\n",
       "      <td>0.231481</td>\n",
       "      <td>9.060847</td>\n",
       "      <td>70.469577</td>\n",
       "      <td>60.019841</td>\n",
       "      <td>24.603175</td>\n",
       "      <td>81.283069</td>\n",
       "      <td>39.120370</td>\n",
       "      <td>48.842593</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3024 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 平安银行        万科A       国农科技       世纪星源       深振业A        全新好  \\\n",
       "trade_date                                                                     \n",
       "2018-07-03  19.146825  36.607143  66.898148  27.182540  80.092593  79.761905   \n",
       "2018-07-04  25.033069  39.583333  60.978836  33.333333  86.574074  86.474868   \n",
       "2018-07-05  29.398148  41.898148  67.162698  34.027778  84.424603  85.052910   \n",
       "2018-07-06  30.059524  34.060847  67.394180  32.308201  85.152116  85.218254   \n",
       "2018-07-09  37.665344  30.753968  65.112434  30.059524  81.250000  81.712963   \n",
       "\n",
       "                 神州高铁       中国宝安       美丽生态       深物业A    ...           兆易创新  \\\n",
       "trade_date                                                ...                  \n",
       "2018-07-03  80.687831  25.000000  37.235450  15.773810    ...      79.695767   \n",
       "2018-07-04  86.210317  24.966931  41.335979  22.023810    ...      87.169312   \n",
       "2018-07-05  84.953704  23.478836  44.444444  18.253968    ...      83.796296   \n",
       "2018-07-06  85.350529  24.173280  42.857143  14.517196    ...      85.052910   \n",
       "2018-07-09  81.349206  26.124339  26.554233  14.219577    ...      81.415344   \n",
       "\n",
       "                  康德莱      中电电机       艾华集团       麦迪科技       洛阳钼业       中新科技  \\\n",
       "trade_date                                                                    \n",
       "2018-07-03  63.690476  0.165344   9.953704  74.041005  69.411376  20.469577   \n",
       "2018-07-04  64.947090  0.132275  10.251323  75.132275  68.551587  25.429894   \n",
       "2018-07-05  64.847884  0.132275   7.870370  76.421958  59.457672  18.452381   \n",
       "2018-07-06  67.559524  0.165344   8.134921  75.628307  62.235450  21.263228   \n",
       "2018-07-09  74.570106  0.231481   9.060847  70.469577  60.019841  24.603175   \n",
       "\n",
       "                 继峰股份       方盛制药       读者传媒  \n",
       "trade_date                                   \n",
       "2018-07-03  79.794974  48.247354  47.685185  \n",
       "2018-07-04  86.838624  47.850529  50.231481  \n",
       "2018-07-05  84.193122  29.166667  51.091270  \n",
       "2018-07-06  84.887566  28.571429  46.726190  \n",
       "2018-07-09  81.283069  39.120370  48.842593  \n",
       "\n",
       "[5 rows x 3024 columns]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:42:33.021287Z",
     "start_time": "2019-03-19T15:42:33.010342Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_rps(stock):\n",
    "    plt.subplot(211)\n",
    "    data[stock][120:].plot(figsize=(16,16),color='r')\n",
    "    plt.title(stock+'股价走势',fontsize=15)\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.xticks([])\n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none') \n",
    "    plt.subplot(212)\n",
    "    df_new[stock].plot(figsize=(16,8),color='b')\n",
    "    plt.title(stock+'RPS相对强度',fontsize=15)\n",
    "    my_ticks = pd.date_range('2018-06-9','2019-3-31',freq='m')\n",
    "    plt.xticks(my_ticks,fontsize=12)\n",
    "    plt.yticks(fontsize=12)\n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:42:34.010396Z",
     "start_time": "2019-03-19T15:42:33.706179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('东方通信')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:42:55.480029Z",
     "start_time": "2019-03-19T15:42:55.169858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('中国平安')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:43:41.827698Z",
     "start_time": "2019-03-19T15:43:41.490599Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('正邦科技')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:42:59.419547Z",
     "start_time": "2019-03-19T15:42:59.107380Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('华业资本')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:57:25.748685Z",
     "start_time": "2019-03-19T15:57:25.732720Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收益率</th>\n",
       "      <th>排名</th>\n",
       "      <th>RPS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>东方通信</th>\n",
       "      <td>5.122490</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99.966931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>正邦科技</th>\n",
       "      <td>3.655647</td>\n",
       "      <td>2.0</td>\n",
       "      <td>99.933862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天邦股份</th>\n",
       "      <td>3.124726</td>\n",
       "      <td>3.0</td>\n",
       "      <td>99.900794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>市北高新</th>\n",
       "      <td>2.980247</td>\n",
       "      <td>4.0</td>\n",
       "      <td>99.867725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人民网</th>\n",
       "      <td>2.629389</td>\n",
       "      <td>5.0</td>\n",
       "      <td>99.834656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大智慧</th>\n",
       "      <td>2.103448</td>\n",
       "      <td>6.0</td>\n",
       "      <td>99.801587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>*ST凡谷</th>\n",
       "      <td>2.098485</td>\n",
       "      <td>7.0</td>\n",
       "      <td>99.768519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>唐人神</th>\n",
       "      <td>2.097345</td>\n",
       "      <td>8.0</td>\n",
       "      <td>99.735450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙津药业</th>\n",
       "      <td>1.888530</td>\n",
       "      <td>9.0</td>\n",
       "      <td>99.702381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>*ST毅达</th>\n",
       "      <td>1.874126</td>\n",
       "      <td>10.0</td>\n",
       "      <td>99.669312</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            收益率    排名        RPS\n",
       "东方通信   5.122490   1.0  99.966931\n",
       "正邦科技   3.655647   2.0  99.933862\n",
       "天邦股份   3.124726   3.0  99.900794\n",
       "市北高新   2.980247   4.0  99.867725\n",
       "人民网    2.629389   5.0  99.834656\n",
       "大智慧    2.103448   6.0  99.801587\n",
       "*ST凡谷  2.098485   7.0  99.768519\n",
       "唐人神    2.097345   8.0  99.735450\n",
       "龙津药业   1.888530   9.0  99.702381\n",
       "*ST毅达  1.874126  10.0  99.669312"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1=df1['收益率']>0\n",
    "x2=df1['RPS']>90\n",
    "x=x1&x2\n",
    "df1[x].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T16:14:39.975039Z",
     "start_time": "2019-03-19T16:14:39.967091Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_k_line(stock,start='20181010'):\n",
    "    from pyecharts import Kline\n",
    "    d1=pro.daily(ts_code=code_name[stock], start_date=start, fields='trade_date,open,close,low,high')\n",
    "    d1.index=pd.to_datetime(d1.trade_date)\n",
    "    d1=d1.sort_index()\n",
    "    v1=list(d1.loc[:,['open','close','low','high']].values)\n",
    "    v0=(d1.index).strftime('%y%m%d')\n",
    "    kline = Kline(stock+\"K线图\",title_pos='center',title_text_size=15)\n",
    "    kline.add(\"\", v0, v1,is_datazoom_show=True,mark_line=[\"average\"],\n",
    "              mark_point=[\"max\", \"min\"],mark_point_symbolsize=80,\n",
    "              mark_line_valuedim=['highest', 'lowest'] )\n",
    "    return kline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T16:15:45.633496Z",
     "start_time": "2019-03-19T16:15:45.470517Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"d3c76b9ccae742acbe52da96839246f9\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_d3c76b9ccae742acbe52da96839246f9 = echarts.init(document.getElementById('d3c76b9ccae742acbe52da96839246f9'), 'light', {renderer: 'canvas'});\n",
       "function kline_tooltip_formatter(params) {\n",
       "    var text;\n",
       "    text = ((((((((((((params[0].seriesName + \"<br/>\") + \"- open:\") + params[0].data[1]) + \"<br/>\") + \"- close:\") + params[0].data[2]) + \"<br/>\") + \"- lowest:\") + params[0].data[3]) + \"<br/>\") + \"- highest:\") + params[0].data[4]);\n",
       "    return text;\n",
       "}\n",
       "\n",
       "var option_d3c76b9ccae742acbe52da96839246f9 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u4e1c\\u65b9\\u901a\\u4fe1K\\u7ebf\\u56fe\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5489541,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"axis\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
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       "        \"formatter\": kline_tooltip_formatter,\n",
       "        \"textStyle\": {\n",
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       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
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       "    \"dataZoom\": [\n",
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       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"horizontal\"\n",
       "        }\n",
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       "};\n",
       "myChart_d3c76b9ccae742acbe52da96839246f9.setOption(option_d3c76b9ccae742acbe52da96839246f9);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.kline.Kline at 0x12cea51cb38>"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_k_line(\"东方通信\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T16:14:41.147666Z",
     "start_time": "2019-03-19T16:14:40.990501Z"
    }
   },
   "outputs": [
    {
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       "myChart_97d549db677c4956b28d87b2a2ec3b34.setOption(option_97d549db677c4956b28d87b2a2ec3b34);\n",
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      ],
      "text/plain": [
       "<pyecharts.charts.kline.Kline at 0x12cea56d080>"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_k_line(\"正邦科技\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T16:16:09.930920Z",
     "start_time": "2019-03-19T16:16:09.774838Z"
    }
   },
   "outputs": [
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       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
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       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
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       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"scale\": true,\n",
       "            \"splitArea\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"horizontal\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_a38b409a27fb46128725683d2fe9d681.setOption(option_a38b409a27fb46128725683d2fe9d681);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.kline.Kline at 0x12ce8d9be48>"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_k_line(\"华业资本\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:55:23.279193Z",
     "start_time": "2019-03-19T15:55:23.265231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收益率</th>\n",
       "      <th>排名</th>\n",
       "      <th>RPS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>麦迪科技</th>\n",
       "      <td>0.499392</td>\n",
       "      <td>296.0</td>\n",
       "      <td>90.211640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>苏州科达</th>\n",
       "      <td>0.498072</td>\n",
       "      <td>297.0</td>\n",
       "      <td>90.178571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海三毛</th>\n",
       "      <td>0.497685</td>\n",
       "      <td>298.0</td>\n",
       "      <td>90.145503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>兆驰股份</th>\n",
       "      <td>0.497630</td>\n",
       "      <td>299.0</td>\n",
       "      <td>90.112434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>麦捷科技</th>\n",
       "      <td>0.496324</td>\n",
       "      <td>300.0</td>\n",
       "      <td>90.079365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大连圣亚</th>\n",
       "      <td>0.493842</td>\n",
       "      <td>301.0</td>\n",
       "      <td>90.046296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中核科技</th>\n",
       "      <td>0.493295</td>\n",
       "      <td>302.0</td>\n",
       "      <td>90.013228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           收益率     排名        RPS\n",
       "麦迪科技  0.499392  296.0  90.211640\n",
       "苏州科达  0.498072  297.0  90.178571\n",
       "上海三毛  0.497685  298.0  90.145503\n",
       "兆驰股份  0.497630  299.0  90.112434\n",
       "麦捷科技  0.496324  300.0  90.079365\n",
       "大连圣亚  0.493842  301.0  90.046296\n",
       "中核科技  0.493295  302.0  90.013228"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1=df1['收益率']>0\n",
    "x2=df1['收益率']<0.50\n",
    "x3=df1['RPS']>90\n",
    "x=x1&x2&x3\n",
    "df1[x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:52:28.289694Z",
     "start_time": "2019-03-19T15:52:27.937602Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('麦迪科技')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-19T15:56:08.912447Z",
     "start_time": "2019-03-19T15:56:08.443664Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rps('中核科技')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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